Improved Differential Evolution Algorithm for 4PL Supply Chain Network Design Considering the Customer Behavior

Authors

  • Liwei Dong College of Software, Shenyang Normal University
  • Chao Deng
  • Xiaoying Gao
  • Weijing Yin

Keywords:

Fourth party logistics, Supply Chain Network Design, service satisfaction, MMAMFC-IDE

Abstract

Fourth party logistics (4PL) supply chain network design problem considering the behavior of customer service satisfaction becomes more important in supply chain network design problem. It is NP-hard problem. Improved differential evolution (IDE) algorithm is applied to solve this problem in this paper. In order to handle the infeasible solution efficiently, a two-stage algorithm, the minimum cost flow incorporated with macro-micro adjustment embedded improved differential evolution (MMAMFC-IDE), is designed. The results of numerical experiments show that MMAMFC-IDE can get relatively better results compared with the minimum cost flow embedded improved differential evolution(MFC-IDE).

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Published

2025-01-04

How to Cite

Dong, L., Deng, C., Gao, X., & Yin, W. (2025). Improved Differential Evolution Algorithm for 4PL Supply Chain Network Design Considering the Customer Behavior. IJLAI Transactions on Science and Engineering, 3(1), 8–21. Retrieved from https://ijlaitse.com/index.php/site/article/view/51